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. 2022 Nov 15;79:103111. doi: 10.1016/j.resourpol.2022.103111

Table 2.

Estimated parameters of marginal AR(1)-GJR-GARCH(1,1) models with a normal or Student’s t innovation.

φ ψ ξ ω η β γ ν η+β+12γ LL AIC LR
Before COVID-19
OIL N 0.025 −0.004 0.137** 0.013 0.908*** 0.083** 0.962 −1105.683 2223.366 45.328***
(0.078) (0.047) (0.068) (0.021) (0.033) (0.033)
t 0.072 −0.010 0.121* 0.011 0.917*** 0.076** 6.257*** 0.966 −1094.996 2203.992 26.126***
(0.074) (0.044) (0.066) (0.025) (0.031) (0.037) (1.769)
BTC N −0.104 0.074 1.307** 0.089** 0.852*** 0.003 0.942 −1588.363 3188.726 77.108***
(0.200) (0.049) (0.621) (0.040) (0.059) (0.031)
t −0.008 0.028 0.143 0.095*** 0.901*** 0.004 3.190*** 0.999 −1520.213 3054.426 84.939***
(0.118) (0.038) (0.193) (0.028) (0.026) (0.035) (0.326)
USDT N −0.004 −0.414*** 0.017*** 0.278*** 0.680*** 0.059 0.988 −337.770 687.541 269.089***
(0.011) (0.048) (0.006) (0.102) (0.074) (0.104)
t −0.012 −0.368*** 0.028*** 0.281** 0.580*** 0.244 4.013*** 0.983 −293.861 601.721 107.295***
(0.010) (0.042) (0.010) (0.114) (0.091) (0.181) (0.683)
USD N 0.000 −0.029 0.000 0.003 0.988*** 0.016 0.999 −160.254 332.509 18.751***
(0.013) (0.043) (0.000) (0.006) (0.001) (0.012)
t 0.001 −0.029 0.000 0.003 0.988*** 0.016 62.458 0.999 −160.183 334.366 17.886***
(0.013) (0.043) (0.000) (0.006) (0.001) (0.012) (144.279)
During COVID-19
OIL N 0.167* 0.024 0.001 0.339*** 0.097*** 0.797*** 0.188*** 0.988 −1606.069 3226.138 703.530***
(0.095) (0.048) (0.003) (0.101) (0.032) (0.025) (0.058)
t 0.300*** −0.008 0.004 0.361*** 0.106** 0.807*** 0.125* 4.003*** 0.976 −1555.447 3126.894 171.194***
(0.079) (0.041) (0.003) (0.127) (0.052) (0.033) (0.069) (0.629)
BTC N 0.188 −0.016 0.001 5.788** 0.000 0.665*** 0.187** 0.759 −1930.915 3875.830 30.297***
(0.182) (0.052) (0.005) (2.324) (0.061) (0.094) (0.091)
t 0.255** −0.065** 0.003 0.450 0.085** 0.941*** −0.056* 3.004*** 0.998 −1850.745 3717.490 19.234***
(0.128) (0.032) (0.004) (0.342) (0.036) (0.019) (0.034) (0.389)
USDT N 0.002 −0.242*** 0.000** 0.000*** 0.318*** 0.829*** −0.296*** 0.999 432.076 −850.152 1394.280***
(0.002) (0.045) (0.000) (0.000) (0.008) (0.012) (0.010)
t 0.000 −0.368*** −0.000 0.000*** 0.356*** 0.687*** −0.088 3.856*** 0.999 742.415 −1468.830 588.191***
(0.001) (0.038) (0.000) (0.000) (0.069) (0.048) (0.104) (0.373)
USD N 0.010 0.028 0.000 0.011** 0.105*** 0.828*** −0.001 0.933 −303.450 620.900 85.734***
(0.015) (0.042) (0.000) (0.005) (0.034) (0.049) (0.042)
t 0.010 0.027 0.000 0.011** 0.106*** 0.828*** −0.002 78.507 0.933 −303.421 622.842 62.051***
(0.015) (0.042) (0.000) (0.005) (0.035) (0.050) (0.042) (195.995)

Note: LL and AIC refer to the maximized conditional log-likelihood and the corresponding Akaike information criterion, respectively. Meanwhile, LR is the likelihood ratio test statistic utilized to test the null hypothesis of homoscedasticity, i.e., H0: η=β=γ=0, as in Hoang and Baur (2021). This statistic is asymptotically chi-square distributed with three degrees of freedom. Each number in parentheses is the standard error of the estimated parameter. The asterisks *, **, and *** indicate statistical significance at the 10%, 5%, and 1% levels, respectively.